Overview
Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 1053 |
| Missing cells | 354 |
| Missing cells (%) | 1.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 205.7 KiB |
| Average record size in memory | 200.0 B |
Variable types
| Text | 2 |
|---|---|
| DateTime | 1 |
| Categorical | 4 |
| Numeric | 14 |
| Boolean | 3 |
Abdominal Circumference (cm) is highly overall correlated with Waist-to-Height Ratio | High correlation |
BMI is highly overall correlated with CVD Risk Score and 1 other fields | High correlation |
CVD Risk Score is highly overall correlated with BMI | High correlation |
Estimated LDL (mg/dL) is highly overall correlated with Total Cholesterol (mg/dL) | High correlation |
Height (cm) is highly overall correlated with Height (m) | High correlation |
Height (m) is highly overall correlated with Height (cm) | High correlation |
Total Cholesterol (mg/dL) is highly overall correlated with Estimated LDL (mg/dL) | High correlation |
Waist-to-Height Ratio is highly overall correlated with Abdominal Circumference (cm) | High correlation |
Weight (kg) is highly overall correlated with BMI | High correlation |
Weight (kg) has 45 (4.3%) missing values | Missing |
Height (m) has 37 (3.5%) missing values | Missing |
Abdominal Circumference (cm) has 41 (3.9%) missing values | Missing |
Total Cholesterol (mg/dL) has 41 (3.9%) missing values | Missing |
Height (cm) has 48 (4.6%) missing values | Missing |
Waist-to-Height Ratio has 53 (5.0%) missing values | Missing |
Systolic BP has 40 (3.8%) missing values | Missing |
Diastolic BP has 49 (4.7%) missing values | Missing |
Patient ID has unique values | Unique |
Reproduction
| Analysis started | 2026-02-28 04:52:01.695547 |
|---|---|
| Analysis finished | 2026-02-28 04:52:38.465998 |
| Duration | 36.77 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
Patient ID
Text
Unique
| Distinct | 1053 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 1053 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | isDx5313 |
|---|---|
| 2nd row | LHCK2961 |
| 3rd row | dCDO1109 |
| 4th row | pnpE1080 |
| 5th row | MQyB2747 |
| Value | Count | Frequency (%) |
| isdx5313 | 1 | 0.1% |
| lhck2961 | 1 | 0.1% |
| dcdo1109 | 1 | 0.1% |
| pnpe1080 | 1 | 0.1% |
| mqyb2747 | 1 | 0.1% |
| dhdn8968 | 1 | 0.1% |
| vkql9700 | 1 | 0.1% |
| nktq6689 | 1 | 0.1% |
| smmi3956 | 1 | 0.1% |
| alyl9188 | 1 | 0.1% |
| Other values (1043) | 1043 |
Most occurring characters
| Value | Count | Frequency (%) |
| 9 | 438 | 5.2% |
| 7 | 436 | 5.2% |
| 0 | 433 | 5.1% |
| 8 | 428 | 5.1% |
| 1 | 426 | 5.1% |
| 2 | 418 | 5.0% |
| 6 | 417 | 5.0% |
| 3 | 407 | 4.8% |
| 5 | 406 | 4.8% |
| 4 | 403 | 4.8% |
| Other values (52) | 4212 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8424 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 9 | 438 | 5.2% |
| 7 | 436 | 5.2% |
| 0 | 433 | 5.1% |
| 8 | 428 | 5.1% |
| 1 | 426 | 5.1% |
| 2 | 418 | 5.0% |
| 6 | 417 | 5.0% |
| 3 | 407 | 4.8% |
| 5 | 406 | 4.8% |
| 4 | 403 | 4.8% |
| Other values (52) | 4212 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8424 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 9 | 438 | 5.2% |
| 7 | 436 | 5.2% |
| 0 | 433 | 5.1% |
| 8 | 428 | 5.1% |
| 1 | 426 | 5.1% |
| 2 | 418 | 5.0% |
| 6 | 417 | 5.0% |
| 3 | 407 | 4.8% |
| 5 | 406 | 4.8% |
| 4 | 403 | 4.8% |
| Other values (52) | 4212 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8424 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 9 | 438 | 5.2% |
| 7 | 436 | 5.2% |
| 0 | 433 | 5.1% |
| 8 | 428 | 5.1% |
| 1 | 426 | 5.1% |
| 2 | 418 | 5.0% |
| 6 | 417 | 5.0% |
| 3 | 407 | 4.8% |
| 5 | 406 | 4.8% |
| 4 | 403 | 4.8% |
| Other values (52) | 4212 |
Date of Service
Date
| Distinct | 818 |
|---|---|
| Distinct (%) | 77.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Minimum | 2020-01-02 00:00:00 |
|---|---|
| Maximum | 2025-12-30 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | F |
| 3rd row | F |
| 4th row | F |
| 5th row | M |
Common Values
| Value | Count | Frequency (%) |
| M | 531 | |
| F | 522 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 531 | |
| f | 522 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 531 | |
| F | 522 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1053 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 531 | |
| F | 522 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1053 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 531 | |
| F | 522 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1053 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 531 | |
| F | 522 |
Age
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.05375 |
| Minimum | 25 |
|---|---|
| Maximum | 89.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 37 |
| median | 46 |
| Q3 | 56 |
| 95-th percentile | 72 |
| Maximum | 89.42 |
| Range | 64.42 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 12.620165 |
|---|---|
| Coefficient of variation (CV) | 0.26820742 |
| Kurtosis | -0.26213384 |
| Mean | 47.05375 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.52687664 |
| Sum | 49547.599 |
| Variance | 159.26856 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32 | 36 | 3.4% |
| 49 | 35 | 3.3% |
| 48 | 35 | 3.3% |
| 37 | 35 | 3.3% |
| 31 | 33 | 3.1% |
| 30 | 33 | 3.1% |
| 33 | 33 | 3.1% |
| 43 | 32 | 3.0% |
| 38 | 32 | 3.0% |
| 55 | 31 | 2.9% |
| Other values (47) | 718 |
| Value | Count | Frequency (%) |
| 25 | 7 | 0.7% |
| 26 | 8 | 0.8% |
| 27 | 6 | 0.6% |
| 28 | 6 | 0.6% |
| 29 | 9 | 0.9% |
| 30 | 33 | |
| 31 | 33 | |
| 32 | 36 | |
| 33 | 33 | |
| 34 | 29 |
| Value | Count | Frequency (%) |
| 89.42 | 1 | 0.1% |
| 88.464 | 1 | 0.1% |
| 85.715 | 1 | 0.1% |
| 79 | 9 | |
| 78 | 4 | 0.4% |
| 76 | 9 | |
| 75 | 12 | |
| 74 | 4 | 0.4% |
| 73 | 5 | |
| 72 | 8 |
Weight (kg)
Real number (ℝ)
High correlation Missing
| Distinct | 763 |
|---|---|
| Distinct (%) | 75.7% |
| Missing | 45 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.227927 |
| Minimum | 13.261 |
|---|---|
| Maximum | 158.523 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 13.261 |
|---|---|
| 5-th percentile | 53.1 |
| Q1 | 66.62175 |
| median | 87.572 |
| Q3 | 105.6075 |
| 95-th percentile | 117.1965 |
| Maximum | 158.523 |
| Range | 145.262 |
| Interquartile range (IQR) | 38.98575 |
Descriptive statistics
| Standard deviation | 22.072743 |
|---|---|
| Coefficient of variation (CV) | 0.25598137 |
| Kurtosis | -0.81630163 |
| Mean | 86.227927 |
| Median Absolute Deviation (MAD) | 19.828 |
| Skewness | -0.11242642 |
| Sum | 86917.75 |
| Variance | 487.20596 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 116.2 | 6 | 0.6% |
| 100.4 | 5 | 0.5% |
| 95.7 | 4 | 0.4% |
| 116.5 | 4 | 0.4% |
| 110.5 | 4 | 0.4% |
| 83.6 | 4 | 0.4% |
| 99.5 | 4 | 0.4% |
| 97.8 | 3 | 0.3% |
| 106 | 3 | 0.3% |
| 73.3 | 3 | 0.3% |
| Other values (753) | 968 | |
| (Missing) | 45 | 4.3% |
| Value | Count | Frequency (%) |
| 13.261 | 1 | 0.1% |
| 15.036 | 1 | 0.1% |
| 19.578 | 1 | 0.1% |
| 21.038 | 1 | 0.1% |
| 21.316 | 1 | 0.1% |
| 50.1 | 2 | |
| 50.2 | 1 | 0.1% |
| 50.307 | 1 | 0.1% |
| 50.343 | 1 | 0.1% |
| 50.4 | 3 |
| Value | Count | Frequency (%) |
| 158.523 | 1 | |
| 157.164 | 1 | |
| 149.877 | 1 | |
| 120 | 1 | |
| 119.9 | 1 | |
| 119.8 | 1 | |
| 119.7 | 1 | |
| 119.6 | 1 | |
| 119.571 | 1 | |
| 119.517 | 1 |
Height (m)
Real number (ℝ)
High correlation Missing
| Distinct | 270 |
|---|---|
| Distinct (%) | 26.6% |
| Missing | 37 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7544833 |
| Minimum | 1.38 |
|---|---|
| Maximum | 2.146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 1.38 |
|---|---|
| 5-th percentile | 1.576 |
| Q1 | 1.67 |
| median | 1.7545 |
| Q3 | 1.84 |
| 95-th percentile | 1.94025 |
| Maximum | 2.146 |
| Range | 0.766 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.11536958 |
|---|---|
| Coefficient of variation (CV) | 0.065757013 |
| Kurtosis | -0.15935352 |
| Mean | 1.7544833 |
| Median Absolute Deviation (MAD) | 0.0855 |
| Skewness | 0.033367479 |
| Sum | 1782.555 |
| Variance | 0.01331014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.76 | 33 | 3.1% |
| 1.81 | 31 | 2.9% |
| 1.63 | 30 | 2.8% |
| 1.7 | 28 | 2.7% |
| 1.87 | 27 | 2.6% |
| 1.74 | 27 | 2.6% |
| 1.66 | 26 | 2.5% |
| 1.73 | 26 | 2.5% |
| 1.89 | 24 | 2.3% |
| 1.69 | 24 | 2.3% |
| Other values (260) | 740 | |
| (Missing) | 37 | 3.5% |
| Value | Count | Frequency (%) |
| 1.38 | 1 | 0.1% |
| 1.388 | 1 | 0.1% |
| 1.41 | 1 | 0.1% |
| 1.503 | 1 | 0.1% |
| 1.505 | 1 | 0.1% |
| 1.506 | 2 | |
| 1.507 | 2 | |
| 1.508 | 1 | 0.1% |
| 1.509 | 1 | 0.1% |
| 1.51 | 3 |
| Value | Count | Frequency (%) |
| 2.146 | 1 | |
| 2.141 | 1 | |
| 2.139 | 1 | |
| 2.117 | 1 | |
| 2.11 | 1 | |
| 2 | 1 | |
| 1.998 | 2 | |
| 1.995 | 1 | |
| 1.99 | 1 | |
| 1.989 | 1 |
BMI
Real number (ℝ)
High correlation
| Distinct | 623 |
|---|---|
| Distinct (%) | 59.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.700844 |
| Minimum | 15 |
|---|---|
| Maximum | 53.028 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 17.8 |
| Q1 | 22.6 |
| median | 28.502 |
| Q3 | 34.3 |
| 95-th percentile | 40.1 |
| Maximum | 53.028 |
| Range | 38.028 |
| Interquartile range (IQR) | 11.7 |
Descriptive statistics
| Standard deviation | 7.3762674 |
|---|---|
| Coefficient of variation (CV) | 0.25700524 |
| Kurtosis | -0.60266221 |
| Mean | 28.700844 |
| Median Absolute Deviation (MAD) | 5.902 |
| Skewness | 0.24371537 |
| Sum | 30221.989 |
| Variance | 54.40932 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19.5 | 8 | 0.8% |
| 33.4 | 8 | 0.8% |
| 20 | 6 | 0.6% |
| 27.1 | 6 | 0.6% |
| 35.6 | 6 | 0.6% |
| 18.4 | 6 | 0.6% |
| 33.8 | 6 | 0.6% |
| 31.8 | 6 | 0.6% |
| 20.8 | 6 | 0.6% |
| 31.2 | 6 | 0.6% |
| Other values (613) | 989 |
| Value | Count | Frequency (%) |
| 15 | 2 | |
| 15.1 | 1 | 0.1% |
| 15.3 | 1 | 0.1% |
| 15.4 | 2 | |
| 15.5 | 1 | 0.1% |
| 15.6 | 1 | 0.1% |
| 15.7 | 2 | |
| 15.8 | 2 | |
| 16 | 3 | |
| 16.2 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 53.028 | 1 | |
| 52.74 | 1 | |
| 52.192 | 1 | |
| 52.136 | 1 | |
| 51.984 | 1 | |
| 51.022 | 1 | |
| 46.2 | 1 | |
| 46.1 | 1 | |
| 45.6 | 1 | |
| 44.8 | 1 |
Abdominal Circumference (cm)
Real number (ℝ)
High correlation Missing
| Distinct | 660 |
|---|---|
| Distinct (%) | 65.2% |
| Missing | 41 |
| Missing (%) | 3.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.055434 |
| Minimum | 49.542 |
|---|---|
| Maximum | 136.336 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 49.542 |
|---|---|
| 5-th percentile | 72.2595 |
| Q1 | 80.592 |
| median | 91.6 |
| Q3 | 102.61125 |
| 95-th percentile | 112.64305 |
| Maximum | 136.336 |
| Range | 86.794 |
| Interquartile range (IQR) | 22.01925 |
Descriptive statistics
| Standard deviation | 13.390628 |
|---|---|
| Coefficient of variation (CV) | 0.14546266 |
| Kurtosis | -0.5456442 |
| Mean | 92.055434 |
| Median Absolute Deviation (MAD) | 11.009 |
| Skewness | 0.23797259 |
| Sum | 93160.099 |
| Variance | 179.30893 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 76.3 | 6 | 0.6% |
| 96.6 | 6 | 0.6% |
| 99.1 | 6 | 0.6% |
| 91 | 6 | 0.6% |
| 101.1 | 6 | 0.6% |
| 78.1 | 5 | 0.5% |
| 74.2 | 5 | 0.5% |
| 94.4 | 5 | 0.5% |
| 75.1 | 5 | 0.5% |
| 107.3 | 5 | 0.5% |
| Other values (650) | 957 | |
| (Missing) | 41 | 3.9% |
| Value | Count | Frequency (%) |
| 49.542 | 1 | |
| 70 | 2 | |
| 70.091 | 1 | |
| 70.1 | 2 | |
| 70.184 | 1 | |
| 70.2 | 1 | |
| 70.3 | 2 | |
| 70.4 | 1 | |
| 70.411 | 1 | |
| 70.5 | 2 |
| Value | Count | Frequency (%) |
| 136.336 | 1 | |
| 136.319 | 1 | |
| 134.297 | 1 | |
| 133.846 | 1 | |
| 133.735 | 1 | |
| 133.065 | 1 | |
| 132.861 | 1 | |
| 119.996 | 1 | |
| 119.874 | 1 | |
| 119.736 | 1 |
| Distinct | 922 |
|---|---|
| Distinct (%) | 87.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 5 |
Unique
| Unique | 805 ? |
|---|---|
| Unique (%) | 76.4% |
Sample
| 1st row | 112/83 |
|---|---|
| 2nd row | 101/91 |
| 3rd row | 92/89 |
| 4th row | 121/68 |
| 5th row | 107/61 |
| Value | Count | Frequency (%) |
| 114/63 | 4 | 0.4% |
| 126/86 | 3 | 0.3% |
| 111/97 | 3 | 0.3% |
| 120/89 | 3 | 0.3% |
| 129/61 | 3 | 0.3% |
| 143/67 | 3 | 0.3% |
| 121/68 | 3 | 0.3% |
| 127/77 | 3 | 0.3% |
| 127/84 | 3 | 0.3% |
| 139/81 | 3 | 0.3% |
| Other values (912) | 1022 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1521 | |
| / | 1053 | |
| 9 | 566 | 9.0% |
| 6 | 495 | 7.8% |
| 7 | 473 | 7.5% |
| 0 | 429 | 6.8% |
| 8 | 420 | 6.6% |
| 2 | 370 | 5.9% |
| 3 | 364 | 5.8% |
| 4 | 355 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6318 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1521 | |
| / | 1053 | |
| 9 | 566 | 9.0% |
| 6 | 495 | 7.8% |
| 7 | 473 | 7.5% |
| 0 | 429 | 6.8% |
| 8 | 420 | 6.6% |
| 2 | 370 | 5.9% |
| 3 | 364 | 5.8% |
| 4 | 355 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6318 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1521 | |
| / | 1053 | |
| 9 | 566 | 9.0% |
| 6 | 495 | 7.8% |
| 7 | 473 | 7.5% |
| 0 | 429 | 6.8% |
| 8 | 420 | 6.6% |
| 2 | 370 | 5.9% |
| 3 | 364 | 5.8% |
| 4 | 355 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6318 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1521 | |
| / | 1053 | |
| 9 | 566 | 9.0% |
| 6 | 495 | 7.8% |
| 7 | 473 | 7.5% |
| 0 | 429 | 6.8% |
| 8 | 420 | 6.6% |
| 2 | 370 | 5.9% |
| 3 | 364 | 5.8% |
| 4 | 355 | 5.6% |
Total Cholesterol (mg/dL)
Real number (ℝ)
High correlation Missing
| Distinct | 208 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 41 |
| Missing (%) | 3.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 198.60713 |
| Minimum | -1.256 |
|---|---|
| Maximum | 385.679 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 0.1% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | -1.256 |
|---|---|
| 5-th percentile | 109 |
| Q1 | 151.75 |
| median | 198 |
| Q3 | 250 |
| 95-th percentile | 290 |
| Maximum | 385.679 |
| Range | 386.935 |
| Interquartile range (IQR) | 98.25 |
Descriptive statistics
| Standard deviation | 58.732233 |
|---|---|
| Coefficient of variation (CV) | 0.29572066 |
| Kurtosis | -0.6550607 |
| Mean | 198.60713 |
| Median Absolute Deviation (MAD) | 48.5 |
| Skewness | -0.075735065 |
| Sum | 200990.42 |
| Variance | 3449.4752 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 160 | 11 | 1.0% |
| 179 | 10 | 0.9% |
| 109 | 10 | 0.9% |
| 147 | 10 | 0.9% |
| 150 | 9 | 0.9% |
| 192 | 9 | 0.9% |
| 166 | 9 | 0.9% |
| 193 | 9 | 0.9% |
| 295 | 9 | 0.9% |
| 261 | 8 | 0.8% |
| Other values (198) | 918 | |
| (Missing) | 41 | 3.9% |
| Value | Count | Frequency (%) |
| -1.256 | 1 | 0.1% |
| 1.817 | 1 | 0.1% |
| 8.498 | 1 | 0.1% |
| 16.088 | 1 | 0.1% |
| 19.932 | 1 | 0.1% |
| 21.662 | 1 | 0.1% |
| 100 | 6 | |
| 101 | 4 | |
| 102 | 2 | 0.2% |
| 103 | 4 |
| Value | Count | Frequency (%) |
| 385.679 | 1 | 0.1% |
| 300 | 4 | |
| 299 | 4 | |
| 298 | 4 | |
| 297 | 4 | |
| 296 | 7 | |
| 295 | 9 | |
| 294 | 5 | |
| 293 | 5 | |
| 292 | 2 | 0.2% |
HDL (mg/dL)
Real number (ℝ)
| Distinct | 69 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.929754 |
| Minimum | 0.008 |
|---|---|
| Maximum | 110.315 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0.008 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 42 |
| median | 56 |
| Q3 | 69 |
| 95-th percentile | 81 |
| Maximum | 110.315 |
| Range | 110.307 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 16.488026 |
|---|---|
| Coefficient of variation (CV) | 0.29479882 |
| Kurtosis | -0.53287547 |
| Mean | 55.929754 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.0037753676 |
| Sum | 58894.031 |
| Variance | 271.85499 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46 | 28 | 2.7% |
| 38 | 27 | 2.6% |
| 63 | 26 | 2.5% |
| 78 | 25 | 2.4% |
| 59 | 24 | 2.3% |
| 44 | 24 | 2.3% |
| 61 | 23 | 2.2% |
| 31 | 23 | 2.2% |
| 76 | 23 | 2.2% |
| 36 | 22 | 2.1% |
| Other values (59) | 808 |
| Value | Count | Frequency (%) |
| 0.008 | 1 | 0.1% |
| 0.612 | 1 | 0.1% |
| 1.276 | 1 | 0.1% |
| 6.283 | 1 | 0.1% |
| 6.809 | 1 | 0.1% |
| 7.542 | 1 | 0.1% |
| 30 | 22 | |
| 31 | 23 | |
| 32 | 20 | |
| 33 | 17 |
| Value | Count | Frequency (%) |
| 110.315 | 1 | 0.1% |
| 108.304 | 1 | 0.1% |
| 104.882 | 1 | 0.1% |
| 89 | 7 | |
| 88 | 3 | 0.3% |
| 87 | 6 | |
| 86 | 4 | |
| 85 | 5 | |
| 84 | 5 | |
| 83 | 8 |
Fasting Blood Sugar (mg/dL)
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.2302 |
| Minimum | 15.306 |
|---|---|
| Maximum | 219.667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 15.306 |
|---|---|
| 5-th percentile | 73 |
| Q1 | 91 |
| median | 114 |
| Q3 | 137 |
| 95-th percentile | 176 |
| Maximum | 219.667 |
| Range | 204.361 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 32.044551 |
|---|---|
| Coefficient of variation (CV) | 0.27569901 |
| Kurtosis | 0.19749028 |
| Mean | 116.2302 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 0.47022498 |
| Sum | 122390.4 |
| Variance | 1026.8532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70 | 19 | 1.8% |
| 90 | 17 | 1.6% |
| 96 | 17 | 1.6% |
| 115 | 17 | 1.6% |
| 89 | 17 | 1.6% |
| 75 | 16 | 1.5% |
| 148 | 16 | 1.5% |
| 107 | 16 | 1.5% |
| 93 | 16 | 1.5% |
| 125 | 16 | 1.5% |
| Other values (130) | 886 |
| Value | Count | Frequency (%) |
| 15.306 | 1 | 0.1% |
| 15.605 | 1 | 0.1% |
| 18.96 | 1 | 0.1% |
| 19.014 | 1 | 0.1% |
| 21.211 | 1 | 0.1% |
| 23.817 | 1 | 0.1% |
| 70 | 19 | |
| 71 | 6 | 0.6% |
| 72 | 9 | |
| 73 | 14 |
| Value | Count | Frequency (%) |
| 219.667 | 1 | 0.1% |
| 219.135 | 1 | 0.1% |
| 218.019 | 1 | 0.1% |
| 215.614 | 1 | 0.1% |
| 213.685 | 1 | 0.1% |
| 212.984 | 1 | 0.1% |
| 212.382 | 1 | 0.1% |
| 198 | 3 | |
| 197 | 1 | 0.1% |
| 196 | 2 |
| Value | Count | Frequency (%) |
| True | 543 | |
| False | 510 |
| Value | Count | Frequency (%) |
| True | 538 | |
| False | 515 |
Physical Activity Level
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| High | |
|---|---|
| Moderate | |
| Low |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 4.9895537 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | High |
|---|---|
| 2nd row | High |
| 3rd row | Moderate |
| 4th row | Low |
| 5th row | High |
Common Values
| Value | Count | Frequency (%) |
| High | 365 | |
| Moderate | 346 | |
| Low | 342 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 365 | |
| moderate | 346 | |
| low | 342 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 692 | |
| o | 688 | |
| g | 365 | 6.9% |
| i | 365 | 6.9% |
| H | 365 | 6.9% |
| h | 365 | 6.9% |
| M | 346 | 6.6% |
| d | 346 | 6.6% |
| r | 346 | 6.6% |
| a | 346 | 6.6% |
| Other values (3) | 1030 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5254 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 692 | |
| o | 688 | |
| g | 365 | 6.9% |
| i | 365 | 6.9% |
| H | 365 | 6.9% |
| h | 365 | 6.9% |
| M | 346 | 6.6% |
| d | 346 | 6.6% |
| r | 346 | 6.6% |
| a | 346 | 6.6% |
| Other values (3) | 1030 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5254 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 692 | |
| o | 688 | |
| g | 365 | 6.9% |
| i | 365 | 6.9% |
| H | 365 | 6.9% |
| h | 365 | 6.9% |
| M | 346 | 6.6% |
| d | 346 | 6.6% |
| r | 346 | 6.6% |
| a | 346 | 6.6% |
| Other values (3) | 1030 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5254 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 692 | |
| o | 688 | |
| g | 365 | 6.9% |
| i | 365 | 6.9% |
| H | 365 | 6.9% |
| h | 365 | 6.9% |
| M | 346 | 6.6% |
| d | 346 | 6.6% |
| r | 346 | 6.6% |
| a | 346 | 6.6% |
| Other values (3) | 1030 |
Family History of CVD
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.3 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 533 | |
| False | 520 |
Height (cm)
Real number (ℝ)
High correlation Missing
| Distinct | 380 |
|---|---|
| Distinct (%) | 37.8% |
| Missing | 48 |
| Missing (%) | 4.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 175.50485 |
| Minimum | 136.498 |
|---|---|
| Maximum | 214.394 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 136.498 |
|---|---|
| 5-th percentile | 157.827 |
| Q1 | 167 |
| median | 175.51 |
| Q3 | 184 |
| 95-th percentile | 193.9866 |
| Maximum | 214.394 |
| Range | 77.896 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 11.408675 |
|---|---|
| Coefficient of variation (CV) | 0.065004899 |
| Kurtosis | -0.19261863 |
| Mean | 175.50485 |
| Median Absolute Deviation (MAD) | 8.51 |
| Skewness | 0.042303485 |
| Sum | 176382.38 |
| Variance | 130.15787 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 176 | 32 | 3.0% |
| 181 | 29 | 2.8% |
| 170 | 29 | 2.8% |
| 163 | 28 | 2.7% |
| 174 | 27 | 2.6% |
| 166 | 26 | 2.5% |
| 187 | 26 | 2.5% |
| 183 | 23 | 2.2% |
| 186 | 23 | 2.2% |
| 173 | 23 | 2.2% |
| Other values (370) | 739 | |
| (Missing) | 48 | 4.6% |
| Value | Count | Frequency (%) |
| 136.498 | 1 | |
| 141.423 | 1 | |
| 150 | 1 | |
| 150.283 | 1 | |
| 150.608 | 1 | |
| 150.616 | 1 | |
| 150.709 | 1 | |
| 150.721 | 1 | |
| 150.81 | 1 | |
| 150.868 | 1 |
| Value | Count | Frequency (%) |
| 214.394 | 1 | |
| 213.92 | 1 | |
| 211.127 | 1 | |
| 210.981 | 1 | |
| 210.554 | 1 | |
| 199.96 | 1 | |
| 199.821 | 1 | |
| 199.802 | 1 | |
| 199.548 | 1 | |
| 198.966 | 1 |
Waist-to-Height Ratio
Real number (ℝ)
High correlation Missing
| Distinct | 325 |
|---|---|
| Distinct (%) | 32.5% |
| Missing | 53 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.526384 |
| Minimum | 0.26 |
|---|---|
| Maximum | 0.804 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 0.26 |
|---|---|
| 5-th percentile | 0.403 |
| Q1 | 0.456 |
| median | 0.523 |
| Q3 | 0.585 |
| 95-th percentile | 0.66705 |
| Maximum | 0.804 |
| Range | 0.544 |
| Interquartile range (IQR) | 0.129 |
Descriptive statistics
| Standard deviation | 0.085569601 |
|---|---|
| Coefficient of variation (CV) | 0.16256117 |
| Kurtosis | -0.14537114 |
| Mean | 0.526384 |
| Median Absolute Deviation (MAD) | 0.063 |
| Skewness | 0.3574808 |
| Sum | 526.384 |
| Variance | 0.0073221567 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.423 | 11 | 1.0% |
| 0.499 | 9 | 0.9% |
| 0.412 | 9 | 0.9% |
| 0.475 | 8 | 0.8% |
| 0.578 | 8 | 0.8% |
| 0.552 | 8 | 0.8% |
| 0.522 | 8 | 0.8% |
| 0.518 | 8 | 0.8% |
| 0.561 | 8 | 0.8% |
| 0.434 | 8 | 0.8% |
| Other values (315) | 915 | |
| (Missing) | 53 | 5.0% |
| Value | Count | Frequency (%) |
| 0.26 | 1 | |
| 0.267 | 1 | |
| 0.36 | 1 | |
| 0.362 | 1 | |
| 0.365 | 1 | |
| 0.366 | 1 | |
| 0.37 | 1 | |
| 0.374 | 1 | |
| 0.376 | 2 | |
| 0.379 | 1 |
| Value | Count | Frequency (%) |
| 0.804 | 2 | |
| 0.787 | 2 | |
| 0.785 | 1 | |
| 0.784 | 1 | |
| 0.783 | 1 | |
| 0.782 | 1 | |
| 0.759 | 1 | |
| 0.755 | 1 | |
| 0.749 | 1 | |
| 0.739 | 1 |
Systolic BP
Real number (ℝ)
Missing
| Distinct | 98 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 40 |
| Missing (%) | 3.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.03415 |
| Minimum | 49.914 |
|---|---|
| Maximum | 202.711 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 49.914 |
|---|---|
| 5-th percentile | 93 |
| Q1 | 108 |
| median | 125 |
| Q3 | 142 |
| 95-th percentile | 168.4 |
| Maximum | 202.711 |
| Range | 152.797 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 22.891691 |
|---|---|
| Coefficient of variation (CV) | 0.18163085 |
| Kurtosis | -0.16626081 |
| Mean | 126.03415 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.29606008 |
| Sum | 127672.6 |
| Variance | 524.0295 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 139 | 24 | 2.3% |
| 102 | 22 | 2.1% |
| 111 | 22 | 2.1% |
| 125 | 19 | 1.8% |
| 136 | 19 | 1.8% |
| 113 | 19 | 1.8% |
| 144 | 19 | 1.8% |
| 127 | 18 | 1.7% |
| 119 | 18 | 1.7% |
| 101 | 18 | 1.7% |
| Other values (88) | 815 | |
| (Missing) | 40 | 3.8% |
| Value | Count | Frequency (%) |
| 49.914 | 1 | 0.1% |
| 51.148 | 1 | 0.1% |
| 53.238 | 1 | 0.1% |
| 58.513 | 1 | 0.1% |
| 90 | 10 | |
| 91 | 15 | |
| 92 | 14 | |
| 93 | 14 | |
| 94 | 12 | |
| 95 | 16 |
| Value | Count | Frequency (%) |
| 202.711 | 1 | 0.1% |
| 197.499 | 1 | 0.1% |
| 194.173 | 1 | 0.1% |
| 192.401 | 1 | 0.1% |
| 179 | 5 | |
| 178 | 7 | |
| 177 | 4 | |
| 176 | 3 | |
| 175 | 4 | |
| 174 | 4 |
Diastolic BP
Real number (ℝ)
Missing
| Distinct | 72 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 49 |
| Missing (%) | 4.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.922879 |
| Minimum | 34.047 |
|---|---|
| Maximum | 134.066 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 34.047 |
|---|---|
| 5-th percentile | 61 |
| Q1 | 70 |
| median | 82 |
| Q3 | 94 |
| 95-th percentile | 113 |
| Maximum | 134.066 |
| Range | 100.019 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.787561 |
|---|---|
| Coefficient of variation (CV) | 0.19038848 |
| Kurtosis | 0.052727872 |
| Mean | 82.922879 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.33840004 |
| Sum | 83254.571 |
| Variance | 249.24708 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 91 | 28 | 2.7% |
| 61 | 27 | 2.6% |
| 65 | 27 | 2.6% |
| 78 | 26 | 2.5% |
| 92 | 26 | 2.5% |
| 63 | 26 | 2.5% |
| 66 | 26 | 2.5% |
| 84 | 25 | 2.4% |
| 71 | 25 | 2.4% |
| 64 | 24 | 2.3% |
| Other values (62) | 744 | |
| (Missing) | 49 | 4.7% |
| Value | Count | Frequency (%) |
| 34.047 | 1 | 0.1% |
| 35.243 | 2 | 0.2% |
| 35.317 | 1 | 0.1% |
| 35.793 | 1 | 0.1% |
| 36.995 | 1 | 0.1% |
| 37.602 | 1 | 0.1% |
| 60 | 22 | |
| 61 | 27 | |
| 62 | 15 | |
| 63 | 26 |
| Value | Count | Frequency (%) |
| 134.066 | 1 | 0.1% |
| 133.831 | 1 | 0.1% |
| 132.142 | 2 | 0.2% |
| 131.56 | 1 | 0.1% |
| 131.425 | 1 | 0.1% |
| 128.165 | 1 | 0.1% |
| 119 | 7 | |
| 118 | 6 | |
| 117 | 4 | |
| 116 | 4 |
Blood Pressure Category
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| Hypertension Stage 2 | |
|---|---|
| Hypertension Stage 1 | |
| Normal | |
| Elevated |
Length
| Max length | 20 |
|---|---|
| Median length | 20 |
| Mean length | 16.626781 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Hypertension Stage 1 |
|---|---|
| 2nd row | Hypertension Stage 2 |
| 3rd row | Hypertension Stage 1 |
| 4th row | Elevated |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Hypertension Stage 2 | 441 | |
| Hypertension Stage 1 | 348 | |
| Normal | 192 | |
| Elevated | 72 | 6.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| hypertension | 789 | |
| stage | 789 | |
| 2 | 441 | |
| 1 | 348 | |
| normal | 192 | 7.3% |
| elevated | 72 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2511 | |
| t | 1650 | 9.4% |
| 1578 | 9.0% | |
| n | 1578 | 9.0% |
| a | 1053 | 6.0% |
| r | 981 | 5.6% |
| o | 981 | 5.6% |
| p | 789 | 4.5% |
| H | 789 | 4.5% |
| y | 789 | 4.5% |
| Other values (12) | 4809 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 17508 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 2511 | |
| t | 1650 | 9.4% |
| 1578 | 9.0% | |
| n | 1578 | 9.0% |
| a | 1053 | 6.0% |
| r | 981 | 5.6% |
| o | 981 | 5.6% |
| p | 789 | 4.5% |
| H | 789 | 4.5% |
| y | 789 | 4.5% |
| Other values (12) | 4809 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 17508 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 2511 | |
| t | 1650 | 9.4% |
| 1578 | 9.0% | |
| n | 1578 | 9.0% |
| a | 1053 | 6.0% |
| r | 981 | 5.6% |
| o | 981 | 5.6% |
| p | 789 | 4.5% |
| H | 789 | 4.5% |
| y | 789 | 4.5% |
| Other values (12) | 4809 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 17508 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 2511 | |
| t | 1650 | 9.4% |
| 1578 | 9.0% | |
| n | 1578 | 9.0% |
| a | 1053 | 6.0% |
| r | 981 | 5.6% |
| o | 981 | 5.6% |
| p | 789 | 4.5% |
| H | 789 | 4.5% |
| y | 789 | 4.5% |
| Other values (12) | 4809 |
Estimated LDL (mg/dL)
Real number (ℝ)
High correlation
| Distinct | 231 |
|---|---|
| Distinct (%) | 21.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.49283 |
| Minimum | 1 |
|---|---|
| Maximum | 316.071 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 64 |
| median | 112 |
| Q3 | 162 |
| 95-th percentile | 207.4 |
| Maximum | 316.071 |
| Range | 315.071 |
| Interquartile range (IQR) | 98 |
Descriptive statistics
| Standard deviation | 59.623066 |
|---|---|
| Coefficient of variation (CV) | 0.52075806 |
| Kurtosis | -0.55106302 |
| Mean | 114.49283 |
| Median Absolute Deviation (MAD) | 49 |
| Skewness | 0.27062462 |
| Sum | 120560.95 |
| Variance | 3554.9099 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 13 | 1.2% |
| 124 | 12 | 1.1% |
| 125 | 12 | 1.1% |
| 178 | 12 | 1.1% |
| 58 | 11 | 1.0% |
| 151 | 11 | 1.0% |
| 188 | 11 | 1.0% |
| 43 | 11 | 1.0% |
| 39 | 10 | 0.9% |
| 193 | 10 | 0.9% |
| Other values (221) | 940 |
| Value | Count | Frequency (%) |
| 1 | 4 | |
| 6 | 2 | |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 9 | 4 | |
| 10 | 2 | |
| 11 | 1 | 0.1% |
| 12 | 3 | |
| 13 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 316.071 | 1 | |
| 311.246 | 1 | |
| 308.514 | 1 | |
| 306.921 | 1 | |
| 300.227 | 2 | |
| 298.492 | 1 | |
| 292.255 | 1 | |
| 237 | 2 | |
| 234 | 1 | |
| 232 | 1 |
CVD Risk Score
Real number (ℝ)
High correlation
| Distinct | 825 |
|---|---|
| Distinct (%) | 78.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.783187 |
| Minimum | 10.424 |
|---|---|
| Maximum | 99.775 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.5 KiB |
Quantile statistics
| Minimum | 10.424 |
|---|---|
| 5-th percentile | 13.1572 |
| Q1 | 15.25 |
| median | 16.964 |
| Q3 | 18.84 |
| 95-th percentile | 21.3298 |
| Maximum | 99.775 |
| Range | 89.351 |
| Interquartile range (IQR) | 3.59 |
Descriptive statistics
| Standard deviation | 7.7532428 |
|---|---|
| Coefficient of variation (CV) | 0.43598725 |
| Kurtosis | 80.47732 |
| Mean | 17.783187 |
| Median Absolute Deviation (MAD) | 1.806 |
| Skewness | 8.4323857 |
| Sum | 18725.696 |
| Variance | 60.112773 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16.85 | 4 | 0.4% |
| 16.33 | 4 | 0.4% |
| 14 | 4 | 0.4% |
| 17.05 | 4 | 0.4% |
| 15.45 | 4 | 0.4% |
| 17.7 | 4 | 0.4% |
| 15.41 | 4 | 0.4% |
| 14.16 | 4 | 0.4% |
| 14.81 | 3 | 0.3% |
| 16.31 | 3 | 0.3% |
| Other values (815) | 1015 |
| Value | Count | Frequency (%) |
| 10.424 | 1 | |
| 10.53 | 1 | |
| 10.86 | 1 | |
| 10.89 | 1 | |
| 11.11 | 1 | |
| 11.25 | 2 | |
| 11.3 | 1 | |
| 11.6 | 1 | |
| 11.61 | 1 | |
| 11.633 | 1 |
| Value | Count | Frequency (%) |
| 99.775 | 1 | |
| 99.371 | 1 | |
| 98.65 | 1 | |
| 96.807 | 1 | |
| 95.684 | 1 | |
| 94.629 | 1 | |
| 93.898 | 1 | |
| 91.314 | 1 | |
| 56.905 | 1 | |
| 55.823 | 1 |
CVD Risk Level
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 16.5 KiB |
| HIGH | |
|---|---|
| INTERMEDIARY | |
| LOW |
Length
| Max length | 12 |
|---|---|
| Median length | 4 |
| Mean length | 6.8793922 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | HIGH |
|---|---|
| 2nd row | INTERMEDIARY |
| 3rd row | HIGH |
| 4th row | HIGH |
| 5th row | INTERMEDIARY |
Common Values
| Value | Count | Frequency (%) |
| HIGH | 503 | |
| INTERMEDIARY | 398 | |
| LOW | 152 | 14.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| high | 503 | |
| intermediary | 398 | |
| low | 152 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 1299 | |
| H | 1006 | |
| E | 796 | |
| R | 796 | |
| G | 503 | 6.9% |
| N | 398 | 5.5% |
| T | 398 | 5.5% |
| M | 398 | 5.5% |
| D | 398 | 5.5% |
| A | 398 | 5.5% |
| Other values (4) | 854 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7244 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 1299 | |
| H | 1006 | |
| E | 796 | |
| R | 796 | |
| G | 503 | 6.9% |
| N | 398 | 5.5% |
| T | 398 | 5.5% |
| M | 398 | 5.5% |
| D | 398 | 5.5% |
| A | 398 | 5.5% |
| Other values (4) | 854 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7244 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 1299 | |
| H | 1006 | |
| E | 796 | |
| R | 796 | |
| G | 503 | 6.9% |
| N | 398 | 5.5% |
| T | 398 | 5.5% |
| M | 398 | 5.5% |
| D | 398 | 5.5% |
| A | 398 | 5.5% |
| Other values (4) | 854 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7244 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 1299 | |
| H | 1006 | |
| E | 796 | |
| R | 796 | |
| G | 503 | 6.9% |
| N | 398 | 5.5% |
| T | 398 | 5.5% |
| M | 398 | 5.5% |
| D | 398 | 5.5% |
| A | 398 | 5.5% |
| Other values (4) | 854 |
Interactions
Correlations
| Abdominal Circumference (cm) | Age | BMI | Blood Pressure Category | CVD Risk Level | CVD Risk Score | Diabetes Status | Diastolic BP | Estimated LDL (mg/dL) | Family History of CVD | Fasting Blood Sugar (mg/dL) | HDL (mg/dL) | Height (cm) | Height (m) | Physical Activity Level | Sex | Smoking Status | Systolic BP | Total Cholesterol (mg/dL) | Waist-to-Height Ratio | Weight (kg) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Abdominal Circumference (cm) | 1.000 | 0.064 | 0.033 | 0.068 | 0.063 | 0.106 | 0.105 | 0.040 | 0.062 | 0.000 | 0.012 | -0.024 | -0.031 | -0.014 | 0.053 | 0.000 | 0.000 | 0.043 | 0.052 | 0.888 | 0.042 |
| Age | 0.064 | 1.000 | 0.028 | 0.076 | 0.165 | 0.057 | 0.045 | 0.041 | 0.005 | 0.000 | 0.093 | 0.035 | 0.017 | 0.021 | 0.000 | 0.000 | 0.049 | 0.059 | 0.018 | 0.044 | 0.004 |
| BMI | 0.033 | 0.028 | 1.000 | 0.071 | 0.146 | 0.616 | 0.051 | 0.064 | 0.022 | 0.000 | 0.043 | -0.007 | -0.167 | -0.157 | 0.000 | 0.057 | 0.035 | 0.013 | 0.022 | 0.098 | 0.641 |
| Blood Pressure Category | 0.068 | 0.076 | 0.071 | 1.000 | 0.078 | 0.118 | 0.000 | 0.419 | 0.013 | 0.000 | 0.090 | 0.034 | 0.055 | 0.059 | 0.053 | 0.000 | 0.000 | 0.447 | 0.000 | 0.040 | 0.000 |
| CVD Risk Level | 0.063 | 0.165 | 0.146 | 0.078 | 1.000 | 0.118 | 0.172 | 0.111 | 0.146 | 0.208 | 0.114 | 0.142 | 0.127 | 0.132 | 0.121 | 0.000 | 0.218 | 0.103 | 0.130 | 0.036 | 0.108 |
| CVD Risk Score | 0.106 | 0.057 | 0.616 | 0.118 | 0.118 | 1.000 | 0.301 | 0.117 | 0.448 | 0.000 | 0.082 | 0.054 | -0.065 | -0.059 | 0.000 | 0.000 | 0.033 | 0.416 | 0.467 | 0.129 | 0.428 |
| Diabetes Status | 0.105 | 0.045 | 0.051 | 0.000 | 0.172 | 0.301 | 1.000 | 0.000 | 0.050 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.054 | 0.038 | 0.041 | 0.089 |
| Diastolic BP | 0.040 | 0.041 | 0.064 | 0.419 | 0.111 | 0.117 | 0.000 | 1.000 | 0.122 | 0.000 | 0.082 | 0.013 | -0.006 | -0.002 | 0.000 | 0.024 | 0.000 | 0.021 | 0.133 | 0.026 | 0.038 |
| Estimated LDL (mg/dL) | 0.062 | 0.005 | 0.022 | 0.013 | 0.146 | 0.448 | 0.050 | 0.122 | 1.000 | 0.000 | -0.005 | -0.151 | 0.041 | 0.052 | 0.000 | 0.000 | 0.000 | 0.011 | 0.930 | 0.035 | 0.019 |
| Family History of CVD | 0.000 | 0.000 | 0.000 | 0.000 | 0.208 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.031 | 0.029 | 0.071 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Fasting Blood Sugar (mg/dL) | 0.012 | 0.093 | 0.043 | 0.090 | 0.114 | 0.082 | 0.008 | 0.082 | -0.005 | 0.000 | 1.000 | 0.067 | 0.035 | 0.044 | 0.000 | 0.084 | 0.043 | 0.045 | 0.002 | -0.000 | 0.061 |
| HDL (mg/dL) | -0.024 | 0.035 | -0.007 | 0.034 | 0.142 | 0.054 | 0.000 | 0.013 | -0.151 | 0.031 | 0.067 | 1.000 | -0.012 | -0.025 | 0.000 | 0.046 | 0.032 | 0.069 | 0.105 | -0.006 | 0.012 |
| Height (cm) | -0.031 | 0.017 | -0.167 | 0.055 | 0.127 | -0.065 | 0.000 | -0.006 | 0.041 | 0.029 | 0.035 | -0.012 | 1.000 | 0.979 | 0.000 | 0.000 | 0.000 | 0.041 | 0.039 | -0.396 | 0.009 |
| Height (m) | -0.014 | 0.021 | -0.157 | 0.059 | 0.132 | -0.059 | 0.000 | -0.002 | 0.052 | 0.071 | 0.044 | -0.025 | 0.979 | 1.000 | 0.000 | 0.038 | 0.000 | 0.032 | 0.048 | -0.390 | 0.011 |
| Physical Activity Level | 0.053 | 0.000 | 0.000 | 0.053 | 0.121 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.002 | 0.000 | 0.044 | 0.030 | 0.000 |
| Sex | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.006 | 0.084 | 0.046 | 0.000 | 0.038 | 0.000 | 1.000 | 0.035 | 0.000 | 0.000 | 0.000 | 0.062 |
| Smoking Status | 0.000 | 0.049 | 0.035 | 0.000 | 0.218 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.032 | 0.000 | 0.000 | 0.002 | 0.035 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Systolic BP | 0.043 | 0.059 | 0.013 | 0.447 | 0.103 | 0.416 | 0.054 | 0.021 | 0.011 | 0.000 | 0.045 | 0.069 | 0.041 | 0.032 | 0.000 | 0.000 | 0.000 | 1.000 | 0.021 | 0.039 | 0.012 |
| Total Cholesterol (mg/dL) | 0.052 | 0.018 | 0.022 | 0.000 | 0.130 | 0.467 | 0.038 | 0.133 | 0.930 | 0.000 | 0.002 | 0.105 | 0.039 | 0.048 | 0.044 | 0.000 | 0.000 | 0.021 | 1.000 | 0.031 | 0.023 |
| Waist-to-Height Ratio | 0.888 | 0.044 | 0.098 | 0.040 | 0.036 | 0.129 | 0.041 | 0.026 | 0.035 | 0.000 | -0.000 | -0.006 | -0.396 | -0.390 | 0.030 | 0.000 | 0.000 | 0.039 | 0.031 | 1.000 | 0.037 |
| Weight (kg) | 0.042 | 0.004 | 0.641 | 0.000 | 0.108 | 0.428 | 0.089 | 0.038 | 0.019 | 0.000 | 0.061 | 0.012 | 0.009 | 0.011 | 0.000 | 0.062 | 0.000 | 0.012 | 0.023 | 0.037 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Patient ID | Date of Service | Sex | Age | Weight (kg) | Height (m) | BMI | Abdominal Circumference (cm) | Blood Pressure (mmHg) | Total Cholesterol (mg/dL) | HDL (mg/dL) | Fasting Blood Sugar (mg/dL) | Smoking Status | Diabetes Status | Physical Activity Level | Family History of CVD | Height (cm) | Waist-to-Height Ratio | Systolic BP | Diastolic BP | Blood Pressure Category | Estimated LDL (mg/dL) | CVD Risk Score | CVD Risk Level | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | isDx5313 | November 08, 2023 | M | 44.0 | 114.300 | 1.720 | 38.600 | 100.000 | 112/83 | 228.0 | 77.0 | 91.0 | Y | Y | High | N | 172.000 | 0.581 | 112.0 | 83.0 | Hypertension Stage 1 | 121.0 | 19.880 | HIGH |
| 1 | LHCK2961 | 20/03/2024 | F | 57.0 | 92.923 | 1.842 | 33.116 | 106.315 | 101/91 | 158.0 | 71.0 | 76.0 | N | Y | High | Y | 184.172 | 0.577 | 101.0 | 91.0 | Hypertension Stage 2 | 57.0 | 16.833 | INTERMEDIARY |
| 2 | dCDO1109 | April 18, 2022 | F | 35.0 | 113.300 | 1.780 | 35.800 | 79.600 | 92/89 | 158.0 | 34.0 | 111.0 | Y | N | Moderate | Y | 178.000 | 0.447 | 92.0 | 89.0 | Hypertension Stage 1 | 94.0 | 14.920 | HIGH |
| 3 | pnpE1080 | 01/11/2024 | F | 48.0 | 102.200 | 1.750 | 33.400 | 106.700 | 121/68 | 207.0 | 49.0 | 147.0 | Y | Y | Low | Y | 175.000 | 0.610 | 121.0 | 68.0 | Elevated | 128.0 | 18.870 | HIGH |
| 4 | MQyB2747 | 25 Mar 24 | M | 43.0 | 52.700 | 1.850 | 15.400 | 107.700 | 107/61 | 105.0 | 32.0 | 70.0 | Y | N | High | N | 185.000 | 0.582 | 107.0 | 61.0 | Normal | 43.0 | 10.530 | INTERMEDIARY |
| 5 | DHdn8968 | 22 May 25 | F | 31.0 | 87.000 | 1.660 | 31.600 | 91.500 | 139/81 | 207.0 | 56.0 | 82.0 | N | N | Low | Y | 166.000 | 0.551 | 139.0 | 81.0 | Hypertension Stage 1 | 121.0 | 17.410 | HIGH |
| 6 | vkQL9700 | October 26, 2023 | M | 69.0 | 59.684 | 1.940 | 23.914 | 117.986 | 106/115 | 206.0 | 42.0 | 140.0 | Y | Y | High | Y | 193.981 | 0.608 | 106.0 | 115.0 | Hypertension Stage 2 | 134.0 | 16.203 | HIGH |
| 7 | nktq6689 | January 16, 2022 | F | 57.0 | 100.130 | 1.840 | 22.242 | 80.814 | 165/99 | 123.0 | 54.0 | 94.0 | N | N | Low | N | 183.988 | 0.439 | 165.0 | 99.0 | Hypertension Stage 2 | 39.0 | 15.158 | LOW |
| 8 | SMmI3956 | 10/11/2023 | M | 43.0 | 117.900 | 1.900 | 32.700 | 93.100 | 127/99 | 293.0 | 69.0 | 125.0 | N | N | Moderate | Y | NaN | 0.490 | 127.0 | 99.0 | Hypertension Stage 2 | 194.0 | 18.750 | INTERMEDIARY |
| 9 | aLYL9188 | 05 Dec 21 | F | 58.0 | NaN | 1.750 | 31.800 | 71.400 | 135/88 | 272.0 | 58.0 | 132.0 | N | N | Low | N | 175.000 | 0.408 | 135.0 | 88.0 | Hypertension Stage 1 | 184.0 | 18.550 | HIGH |
| Patient ID | Date of Service | Sex | Age | Weight (kg) | Height (m) | BMI | Abdominal Circumference (cm) | Blood Pressure (mmHg) | Total Cholesterol (mg/dL) | HDL (mg/dL) | Fasting Blood Sugar (mg/dL) | Smoking Status | Diabetes Status | Physical Activity Level | Family History of CVD | Height (cm) | Waist-to-Height Ratio | Systolic BP | Diastolic BP | Blood Pressure Category | Estimated LDL (mg/dL) | CVD Risk Score | CVD Risk Level | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1129 | dJuC5084 | December 02, 2020 | M | 55.0 | 106.000 | 1.820 | 32.000 | 109.300 | 97/63 | 287.0 | 35.000 | 130.000 | N | Y | Moderate | N | 182.000 | 0.601 | 97.0 | 63.0 | Normal | 222.0 | 18.990 | HIGH |
| 1130 | CDsa2651 | 23/06/2025 | M | 39.0 | 73.300 | 1.740 | 24.200 | 95.000 | 111/84 | 158.0 | 37.000 | 81.000 | N | Y | High | Y | 174.000 | 0.546 | 111.0 | 84.0 | Hypertension Stage 1 | 91.0 | 15.550 | INTERMEDIARY |
| 1131 | LpyK7269 | 24/06/2024 | F | 26.0 | 57.250 | 1.859 | 29.971 | 81.215 | 111/76 | 147.0 | 110.315 | 215.614 | Y | Y | High | N | 185.864 | 0.437 | 111.0 | 76.0 | Normal | 60.0 | 16.484 | HIGH |
| 1133 | FTEC4446 | 2022-11-05 | F | 73.0 | 66.074 | 2.146 | 27.461 | 76.599 | 112/106 | 197.0 | 55.000 | 131.000 | N | N | Low | Y | 195.820 | 0.391 | 112.0 | 106.0 | Hypertension Stage 2 | 112.0 | 53.754 | INTERMEDIARY |
| 1137 | nmgP2712 | October 15, 2022 | M | 44.0 | 97.800 | 1.890 | 27.400 | 91.900 | 129/61 | 166.0 | 61.000 | 143.000 | Y | Y | Moderate | Y | 189.000 | 0.486 | 129.0 | 61.0 | Elevated | 75.0 | 17.250 | HIGH |
| 1138 | rKiV2789 | 03/09/2020 | F | 44.0 | 64.400 | 1.760 | 20.800 | 100.600 | 129/78 | 132.0 | 49.000 | 145.000 | Y | Y | Moderate | N | 176.000 | NaN | 129.0 | 78.0 | Elevated | 53.0 | 15.250 | INTERMEDIARY |
| 1141 | ejaQ6145 | October 07, 2025 | F | 32.0 | 55.100 | 1.770 | 17.600 | 109.700 | 119/61 | 204.0 | 68.000 | 137.000 | N | N | High | N | 177.000 | NaN | 119.0 | 61.0 | Normal | 106.0 | 13.550 | LOW |
| 1144 | ahGL8318 | 09-24-2023 | F | 37.0 | 54.500 | 1.650 | 20.000 | 83.100 | 97/75 | 113.0 | 33.000 | 76.000 | Y | N | Moderate | Y | 165.000 | 0.504 | 97.0 | 75.0 | Normal | 50.0 | 11.110 | INTERMEDIARY |
| 1155 | pgnn4679 | 16/01/2023 | F | 52.0 | 99.357 | 1.898 | 31.597 | 92.526 | 142/95 | 240.0 | 49.000 | 164.000 | Y | N | High | Y | 189.754 | 0.488 | 142.0 | 95.0 | Hypertension Stage 2 | 161.0 | 18.219 | LOW |
| 1169 | FnQr5343 | November 20, 2024 | M | 33.0 | 66.855 | 1.930 | 29.587 | 71.373 | 144/76 | 215.0 | 82.000 | 196.000 | N | N | Moderate | N | 192.983 | 0.370 | 144.0 | 76.0 | Hypertension Stage 2 | 103.0 | 17.417 | LOW |